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Data Science for Web3

You're reading from   Data Science for Web3 A comprehensive guide to decoding blockchain data with data analysis basics and machine learning cases

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Product type Paperback
Published in Dec 2023
Publisher Packt
ISBN-13 9781837637546
Length 344 pages
Edition 1st Edition
Languages
Concepts
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Author (1):
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Gabriela Castillo Areco Gabriela Castillo Areco
Author Profile Icon Gabriela Castillo Areco
Gabriela Castillo Areco
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Toc

Table of Contents (23) Chapters Close

Preface 1. Part 1 Web3 Data Analysis Basics
2. Chapter 1: Where Data and Web3 Meet FREE CHAPTER 3. Chapter 2: Working with On-Chain Data 4. Chapter 3: Working with Off-Chain Data 5. Chapter 4: Exploring the Digital Uniqueness of NFTs – Games, Art, and Identity 6. Chapter 5: Exploring Analytics on DeFi 7. Part 2 Web3 Machine Learning Cases
8. Chapter 6: Preparing and Exploring Our Data 9. Chapter 7: A Primer on Machine Learning and Deep Learning 10. Chapter 8: Sentiment Analysis – NLP and Crypto News 11. Chapter 9: Generative Art for NFTs 12. Chapter 10: A Primer on Security and Fraud Detection 13. Chapter 11: Price Prediction with Time Series 14. Chapter 12: Marketing Discovery with Graphs 15. Part 3 Appendix
16. Chapter 13: Building Experience with Crypto Data – BUIDL 17. Chapter 14: Interviews with Web3 Data Leaders 18. Index 19. Other Books You May Enjoy Appendix 1
1. Appendix 2
2. Appendix 3

Summary

In this chapter, we delved into the world of DeFi, exploring its core components and the primary products offered in the sector. Our analysis covered a wide array of areas, including tokens, stablecoins, and DEXs with a focus on pools and DEX aggregation, lending and borrowing protocols, and the significance of bridges in facilitating cross-chain transactions.

In each case, we analyzed the business flow and how it generates revenue, and leveraged some of the data providers to generate aggregated metrics.

While the landscape of DeFi is ever-evolving, with new players emerging and innovative services being introduced, our focus remains on comprehending the underlying business models and mechanisms. Understanding the essence of these protocols enables us to effectively trace transactional details to construct informative metrics for further analysis.

Analytics companies play a vital role in simplifying this domain. Leveraging both on-chain and off-chain data and collaborating...

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